RRepoGEO

REPOGEO REPORT · LITE

zeroc00I/DontFeedTheAI

Default branch main · commit 49f07ef1 · scanned 6/22/2026, 12:58:05 AM

GitHub: 596 stars · 70 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zeroc00I/DontFeedTheAI, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify specific niche

    Why:

    CURRENT
    A transparent proxy that strips IPs, credentials, hostnames, and PII from every request before it reaches the AI — and restores them on the way back.
    COPY-PASTE FIX
    DontFeedTheAI is a transparent proxy specifically designed for **AI-assisted pentesting and secure LLM interaction with sensitive production data**. It strips IPs, credentials, hostnames, and PII from every request before it reaches any LLM (Claude, OpenAI, OpenRouter) — and restores them on the way back.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-security, llm-proxy, data-anonymization, pentesting-tools, pii-masking, ollama, privacy-proxy, generative-ai, security-tools
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/zeroc00I/DontFeedTheAI

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface zeroc00I/DontFeedTheAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/presidio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/presidio · recommended 1×
  2. Google Cloud Data Loss Prevention (DLP) API · recommended 1×
  3. Privitar · recommended 1×
  4. Anomalo · recommended 1×
  5. NIST PII De-identification Techniques · recommended 1×
  • CATEGORY QUERY
    How to anonymize sensitive data before sending to an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Presidio (microsoft/presidio)
    2. Google Cloud Data Loss Prevention (DLP) API
    3. Privitar
    4. Anomalo
    5. NIST PII De-identification Techniques
    6. Faker (joke2k/faker)
    7. Custom Scripting with Regular Expressions

    AI recommended 7 alternatives but never named zeroc00I/DontFeedTheAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for securely using production data with LLMs without exposing client details?
    you: not recommended
    AI recommended (in order):
    1. Privya AI
    2. Microsoft Azure Confidential Computing
    3. Google Cloud Confidential Computing
    4. OpenMined PySyft (OpenMined/PySyft)
    5. Snorkel AI
    6. Gretel.ai
    7. Microsoft SEAL (Microsoft/SEAL)
    8. TF Encrypted (tf-encrypted/tf-encrypted)

    AI recommended 8 alternatives but never named zeroc00I/DontFeedTheAI. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of zeroc00I/DontFeedTheAI?
    pass
    AI did not name zeroc00I/DontFeedTheAI — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts zeroc00I/DontFeedTheAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zeroc00I/DontFeedTheAI explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo zeroc00I/DontFeedTheAI solve, and who is the primary audience?
    pass
    AI did not name zeroc00I/DontFeedTheAI — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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zeroc00I/DontFeedTheAI — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite